Python bindings for the globalsearch Rust crate
Website | Python API Docs | Examples
pyglobalsearch: Python interface for the Rust crate globalsearch. The Rust crate implements a modified version of the OQNLP (OptQuest/NLP) algorithm with the core ideas from "Scatter Search and Local NLP Solvers: A Multistart Framework for Global Optimization" by Ugray et al. (2007). It combines scatter search metaheuristics with local minimization for global optimization of nonlinear problems.
Similar to MATLAB's GlobalSearch [2]. The bindings are built using PyO3 and Maturin.
Installation
Install the Python package from PyPI:
pip install pyglobalsearch
Usage
-
Import the
pyglobalsearchmodule:import pyglobalsearch as gs
-
Define the parameters of the optimization problem:
params = gs.PyOQNLPParams( iterations=100, population_size=500, wait_cycle=10, threshold_factor=0.75, distance_factor=0.1, )
-
Define your problem:
from numpy.typing import NDArray def objective(x: NDArray[np.float64]) -> float: return x[0] ** 2 + x[1] ** 2 def gradient(x: NDArray[np.float64]) -> NDArray[np.float64]: return np.array([2 * x[0], 2 * x[1]]) def variable_bounds() -> NDArray[np.float64]: return np.array([[-3, 3], [-2, 2]]) problem = gs.PyProblem(objective, variable_bounds, gradient)
-
Run the optimization:
result = gs.optimize(problem, params, local_solver="COBYLA", seed=0) print(result)
Developing
Prerequisites
Setup
-
Clone the repository and navigate to the Python directory:
git clone https://github.com/GermanHeim/globalsearch-rs.git cd globalsearch-rs/python
-
Create a virtual environment and activate it:
uv venv source .venv/bin/activate
-
Modify the code and use
Maturinto build the Python package:maturin develop
Limitations
The Python bindings are still in development and may not be fully functional. The API is subject to change. If you encounter any issues, please open an issue in the issue tracker or submit a pull request.
Additionally, the Python bindings have limitations:
- No support for checkpointing
- Maximum number of constraints is 1000
License
Distributed under the MIT License. See LICENSE.txt for more information.
Citing PyGlobalSearch
If PyGlobalSearch has been significant in your research, and you would like to acknowledge the project in your academic publication, we suggest citing the following paper:
@article{Heim2025,
author = {Heim, Germán Martín},
doi = {10.21105/joss.09234},
journal = {Journal of Open Source Software},
number = {115},
pages = {9234},
publisher = {The Open Journal},
title = {GlobalSearch-rs: A multistart framework for global optimization written in Rust},
url = {https://doi.org/10.21105/joss.09234},
volume = {10},
year = {2025}
}
References
[1] Zsolt Ugray, Leon Lasdon, John Plummer, Fred Glover, James Kelly, Rafael Martí, (2007) Scatter Search and Local NLP Solvers: A Multistart Framework for Global Optimization. INFORMS Journal on Computing 19(3):328-340. http://dx.doi.org/10.1287/ijoc.1060.0175
[2] GlobalSearch. The MathWorks, Inc. Available at: https://www.mathworks.com/help/gads/globalsearch.html (Accessed: 27 January 2025)
1 maintainer
Metadata
1 maintainer
Release files for pyglobalsearch 0.6.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
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|---|---|---|---|---|
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Built distributions (wheels)
Total release size: 113.4 MB
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Release files / pyglobalsearch-0.6.0-cp314-cp314-musllinux_1_2_i686.whl
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Release files / pyglobalsearch-0.6.0-cp314-cp314-musllinux_1_2_armv7l.whl
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Release files / pyglobalsearch-0.6.0-cp314-cp314-musllinux_1_2_aarch64.whl
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Release files / pyglobalsearch-0.6.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
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Release files / pyglobalsearch-0.6.0-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl
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Release files / pyglobalsearch-0.6.0-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
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Release files / pyglobalsearch-0.6.0-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl
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Release files / pyglobalsearch-0.6.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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Release files / pyglobalsearch-0.6.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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Release files / pyglobalsearch-0.6.0-cp314-cp314-macosx_11_0_arm64.whl
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Release files / pyglobalsearch-0.6.0-cp314-cp314-macosx_10_12_x86_64.whl
| Download URL | pyglobalsearch-0.6.0-cp314-cp314-macosx_10_12_x86_64.whl |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp313-cp313t-musllinux_1_2_x86_64.whl
| Download URL | pyglobalsearch-0.6.0-cp313-cp313t-musllinux_1_2_x86_64.whl |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp313-cp313t-musllinux_1_2_i686.whl
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Release files / pyglobalsearch-0.6.0-cp313-cp313t-musllinux_1_2_armv7l.whl
| Download URL | pyglobalsearch-0.6.0-cp313-cp313t-musllinux_1_2_armv7l.whl |
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No |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp313-cp313t-musllinux_1_2_aarch64.whl
| Download URL | pyglobalsearch-0.6.0-cp313-cp313t-musllinux_1_2_aarch64.whl |
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Release files / pyglobalsearch-0.6.0-cp313-cp313t-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | pyglobalsearch-0.6.0-cp313-cp313t-manylinux_2_17_s390x.manylinux2014_s390x.whl |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp313-cp313t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp313-cp313t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | pyglobalsearch-0.6.0-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
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| Size | 914.9 kB |
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No |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp313-cp313-win_amd64.whl
| Download URL | pyglobalsearch-0.6.0-cp313-cp313-win_amd64.whl |
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Release files / pyglobalsearch-0.6.0-cp313-cp313-musllinux_1_2_x86_64.whl
| Download URL | pyglobalsearch-0.6.0-cp313-cp313-musllinux_1_2_x86_64.whl |
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| Size | 1.1 MB |
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No |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp313-cp313-musllinux_1_2_i686.whl
| Download URL | pyglobalsearch-0.6.0-cp313-cp313-musllinux_1_2_i686.whl |
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Release files / pyglobalsearch-0.6.0-cp313-cp313-musllinux_1_2_armv7l.whl
| Download URL | pyglobalsearch-0.6.0-cp313-cp313-musllinux_1_2_armv7l.whl |
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| Size | 1.2 MB |
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No |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp313-cp313-musllinux_1_2_aarch64.whl
| Download URL | pyglobalsearch-0.6.0-cp313-cp313-musllinux_1_2_aarch64.whl |
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| Size | 1.1 MB |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | pyglobalsearch-0.6.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
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No |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | pyglobalsearch-0.6.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl |
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| Size | 991.4 kB |
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No |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
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Release files / pyglobalsearch-0.6.0-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl
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Release files / pyglobalsearch-0.6.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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Release files / pyglobalsearch-0.6.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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Release files / pyglobalsearch-0.6.0-cp313-cp313-macosx_11_0_arm64.whl
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp313-cp313-macosx_10_12_x86_64.whl
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Release files / pyglobalsearch-0.6.0-cp312-cp312-win_amd64.whl
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Release files / pyglobalsearch-0.6.0-cp312-cp312-musllinux_1_2_x86_64.whl
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Release files / pyglobalsearch-0.6.0-cp312-cp312-musllinux_1_2_i686.whl
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Release files / pyglobalsearch-0.6.0-cp312-cp312-musllinux_1_2_armv7l.whl
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp312-cp312-musllinux_1_2_aarch64.whl
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Release files / pyglobalsearch-0.6.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
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Release files / pyglobalsearch-0.6.0-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp312-cp312-macosx_11_0_arm64.whl
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp312-cp312-macosx_10_12_x86_64.whl
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp311-cp311-win_amd64.whl
| Download URL | pyglobalsearch-0.6.0-cp311-cp311-win_amd64.whl |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp311-cp311-musllinux_1_2_x86_64.whl
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp311-cp311-musllinux_1_2_i686.whl
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No |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp311-cp311-musllinux_1_2_armv7l.whl
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No |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp311-cp311-musllinux_1_2_aarch64.whl
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | pyglobalsearch-0.6.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl |
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| Size | 992.8 kB |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
| Download URL | pyglobalsearch-0.6.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | pyglobalsearch-0.6.0-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl |
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| Size | 1.0 MB |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | pyglobalsearch-0.6.0-cp311-cp311-macosx_11_0_arm64.whl |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp311-cp311-macosx_10_12_x86_64.whl
| Download URL | pyglobalsearch-0.6.0-cp311-cp311-macosx_10_12_x86_64.whl |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp310-cp310-win_amd64.whl
| Download URL | pyglobalsearch-0.6.0-cp310-cp310-win_amd64.whl |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp310-cp310-musllinux_1_2_x86_64.whl
| Download URL | pyglobalsearch-0.6.0-cp310-cp310-musllinux_1_2_x86_64.whl |
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No |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp310-cp310-musllinux_1_2_i686.whl
| Download URL | pyglobalsearch-0.6.0-cp310-cp310-musllinux_1_2_i686.whl |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp310-cp310-musllinux_1_2_armv7l.whl
| Download URL | pyglobalsearch-0.6.0-cp310-cp310-musllinux_1_2_armv7l.whl |
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| Size | 1.2 MB |
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No |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp310-cp310-musllinux_1_2_aarch64.whl
| Download URL | pyglobalsearch-0.6.0-cp310-cp310-musllinux_1_2_aarch64.whl |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | pyglobalsearch-0.6.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
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| Size | 938.5 kB |
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No |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | pyglobalsearch-0.6.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl |
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| Size | 996.8 kB |
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No |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
| Download URL | pyglobalsearch-0.6.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl |
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| Size | 1.1 MB |
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No |
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maturin/1.13.3
|
Release files / pyglobalsearch-0.6.0-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | pyglobalsearch-0.6.0-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl |
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| Size | 1.0 MB |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | pyglobalsearch-0.6.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
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| Size | 948.3 kB |
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No |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | pyglobalsearch-0.6.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
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| Size | 923.9 kB |
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No |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp39-cp39-musllinux_1_2_x86_64.whl
| Download URL | pyglobalsearch-0.6.0-cp39-cp39-musllinux_1_2_x86_64.whl |
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| Size | 1.2 MB |
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No |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp39-cp39-musllinux_1_2_i686.whl
| Download URL | pyglobalsearch-0.6.0-cp39-cp39-musllinux_1_2_i686.whl |
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| Size | 1.2 MB |
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No |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp39-cp39-musllinux_1_2_armv7l.whl
| Download URL | pyglobalsearch-0.6.0-cp39-cp39-musllinux_1_2_armv7l.whl |
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| Size | 1.2 MB |
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No |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp39-cp39-musllinux_1_2_aarch64.whl
| Download URL | pyglobalsearch-0.6.0-cp39-cp39-musllinux_1_2_aarch64.whl |
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| Size | 1.1 MB |
| Tags | CPython 3.9 Linux musl 1.2+ ARM64 |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | pyglobalsearch-0.6.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
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| Size | 940.8 kB |
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No |
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maturin/1.13.3
|
Release files / pyglobalsearch-0.6.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | pyglobalsearch-0.6.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl |
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| Size | 1.0 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ IBM System/390x |
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No |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
| Download URL | pyglobalsearch-0.6.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl |
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| Size | 1.1 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ PowerPC 64-le |
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No |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | pyglobalsearch-0.6.0-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl |
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| Size | 1.0 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ x86-32 |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | pyglobalsearch-0.6.0-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
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| Size | 951.4 kB |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | pyglobalsearch-0.6.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
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| Size | 926.4 kB |
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No |
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maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp38-cp38-musllinux_1_2_x86_64.whl
| Download URL | pyglobalsearch-0.6.0-cp38-cp38-musllinux_1_2_x86_64.whl |
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| Size | 1.1 MB |
| Tags | CPython 3.8 Linux musl 1.2+ x86-64 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp38-cp38-musllinux_1_2_i686.whl
| Download URL | pyglobalsearch-0.6.0-cp38-cp38-musllinux_1_2_i686.whl |
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| Size | 1.2 MB |
| Tags | CPython 3.8 Linux musl 1.2+ x86-32 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
maturin/1.13.3
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Release files / pyglobalsearch-0.6.0-cp38-cp38-musllinux_1_2_armv7l.whl
| Download URL | pyglobalsearch-0.6.0-cp38-cp38-musllinux_1_2_armv7l.whl |
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| Size | 1.2 MB |
| Tags | CPython 3.8 Linux musl 1.2+ ARMv7l |
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Release files / pyglobalsearch-0.6.0-cp38-cp38-musllinux_1_2_aarch64.whl
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Release files / pyglobalsearch-0.6.0-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl
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| Download URL | pyglobalsearch-0.6.0-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl |
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Release files / pyglobalsearch-0.6.0-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | pyglobalsearch-0.6.0-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
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Release files / pyglobalsearch-0.6.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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